The proof is similar to Theorem 2.6 [1]}. For completeness, we repeat it again.
Since \(g(\cdot )\)  is sub-Gaussian, we have
\(\mathbb {E}\left[ e^{\lambda \Delta } \right]\le \exp \left( \frac{\lambda ^2\sigma ^2}{2m} \right).\) 
